Example Jobs A number of example jobs are available for you to look over and adapt to your own needs. The first few are generic examples, and latter ones go into specifics for particular software packages. Generic SLURM Jobs Simple Job Multiple Node Directives Specific Types of Nodes Interactive Jobs Serial Jobs OpenMP MPI Monitoring Resources Specific Applications Gaussian Machine Learning ML-Toolkit ML Batch Jobs Custom ML Packages Matlab Matlab Script (.m File) Implicit Parallelism Profile Manager Parallel Computing Toolbox (parfor) Parallel Toolbox (spmd) Distributed Computing Server (parallel job) Python Example Python Jobs Managing Environments with Conda Managing Packages with Pip Installing Packages Installing Packages from Source Example: Create and Use Biopython Environment with Conda Numpy Parallel Behavior R Loading Data into R Running R jobs Installing R packages RStudio Running RStudio Server on Hammer Setting Up R Preferences with .Rprofile Spark Hadoop PBS Singularity Windows Command line Menu Launcher Mathematica Octave